Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "158"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 158 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 39 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 37 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 158, Node N12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.772656 -1.703584 16.939893 1.596936 0.787931 0.277125 1.081847 34.023175 0.7181 0.7347 0.4500 3.292246 2.914002
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.122350 -1.084705 21.720409 2.208989 4.229689 0.498467 0.922278 33.083776 0.7430 0.6868 0.4334 3.710240 3.243636
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.635407 -1.180731 21.382546 2.918424 11.027363 0.694844 13.564304 5.373574 0.8039 0.8231 0.2852 6.775736 6.300726
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.865516 0.102255 23.880225 3.037842 9.890312 1.801039 6.138597 39.514424 0.7547 0.7282 0.3569 0.000000 0.000000
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.837239 19.269933 23.321016 25.554390 10.406474 19.969278 5.613863 14.750072 0.0301 0.0259 0.0009 1.218763 1.206549
2459849 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.898029 -1.541313 46.998393 0.663151 7.209141 0.690557 2.683841 5.522233 0.0443 0.7443 0.4790 1.244713 3.692962
2459848 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 13.583646 -0.844412 30.231630 -0.181077 14.352594 1.292101 2.026216 3.701382 0.0445 0.7464 0.5017 1.211451 3.191841
2459847 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.692071 -1.123806 28.245858 0.362884 21.675448 0.665060 0.655518 7.685976 0.0371 0.6817 0.4755 1.254369 4.928722
2459845 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 17.240560 -1.050679 39.981753 -1.011788 10.205546 1.839949 1.341952 3.591626 0.0519 0.7325 0.5160 1.230852 3.632731
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.395034 0.274224 7.229740 2.042297 0.842803 1.091081 5.093554 3.795202 0.0242 0.0240 0.0004 nan nan
2459843 digital_ok 100.00% 100.00% 0.66% 0.00% 100.00% 0.00% 17.134018 -1.216998 19.210039 -0.045480 64.525695 0.161615 0.275924 2.287578 0.0383 0.7385 0.4811 1.310638 4.856865
2459842 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 10.174597 -0.219232 8.883615 -0.153595 -0.113587 1.109312 0.166027 0.998578 0.0341 0.6662 0.3521 1.543194 5.474186
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.235214 3.466433 4.385865 0.146907 0.616644 9.410038 2.337859 2.817681 0.0240 0.0242 0.0005 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 116.175208 209.869168 55.975966 70.030588 461.030416 808.371503 1025.792991 1512.064191 0.0177 0.0162 0.0011 nan nan
2459839 digital_ok 100.00% - - - - - 38.920323 60.093639 218.129723 178.850093 604.332331 246.537503 3489.822934 2271.668827 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 16.077705 -1.717846 22.543939 -0.757500 20.180605 -0.769759 1.183280 3.752007 0.0364 0.6529 0.3964 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0341 0.0325 0.0020 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 2.401479 -0.612687 2.457294 1.214887 -0.756874 -0.667250 -0.679504 1.793226 0.0332 0.0316 0.0014 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 6.258856 0.000174 3.425840 1.785169 2.405573 4.182493 2.563861 2.845499 0.0293 0.0305 0.0020 nan nan
2459832 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 30.312127 -2.592428 25.241887 -1.088267 14.115732 -0.590575 1.146264 1.502837 0.0364 0.4827 0.2960 1.328332 3.369662
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.417639 0.811128 -0.200722 2.642126 1.296934 2.072915 0.237254 1.484424 0.0291 0.0274 0.0017 nan nan
2459830 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 30.615356 -1.793404 35.940618 -0.914344 40.020267 0.022291 3.143552 3.456910 0.0382 0.5038 0.2628 1.485859 5.533791
2459829 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 28.549416 -2.432715 29.238714 -0.138600 29.175813 1.153705 3.723308 5.399819 0.0384 0.6214 0.3279 1.166497 47.578462
2459828 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 25.376154 -1.532532 31.512272 -0.268180 36.799579 0.857900 7.956672 2.006051 0.0375 0.5022 0.2736 0.000000 0.000000
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.465660 -1.548885 35.553667 0.243342 24.833922 0.018842 -0.009547 1.325577 0.0317 0.0661 0.0593 0.000000 0.000000
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.785336 -1.322335 39.854839 -0.208916 49.124525 1.583303 5.002922 12.463379 0.0348 0.0613 0.0526 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.181370 -1.354802 31.795661 -1.032208 27.653164 -0.783046 -0.022249 -0.119075 0.0362 0.0607 0.0524 0.858003 0.891002
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.196741 -1.134691 -0.713084 -0.902117 0.488017 -1.226252 -0.242312 1.434749 0.0838 0.0717 0.0123 1.014963 1.019638
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.097482 -0.601732 -0.848384 -0.869630 -0.102488 -0.435006 -0.478248 1.335237 0.0823 0.0673 0.0120 0.875719 0.888579
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.314439 -1.224648 -0.426085 -0.383167 0.205642 0.349690 0.468424 -0.172805 0.0722 0.0584 0.0060 0.847640 0.852542
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.979455 -1.647046 -0.434266 -0.199508 -0.570925 0.378223 0.538367 -0.480650 0.0585 0.0523 0.0062 1.332029 1.334542
2459820 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.305533 -1.789833 0.376223 0.274849 3.128392 -0.189623 1.893605 3.782598 0.0790 0.0676 0.0102 1.291089 1.293628
2459817 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.568605 -1.270455 -0.631800 -0.385514 -1.061469 -0.571774 -0.067426 -0.205373 0.0831 0.0708 0.0072 1.226659 1.232332
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.415495 -1.620182 -0.994670 -1.167039 -0.220554 -0.649756 0.917902 6.847053 0.8476 0.5935 0.6016 3.917975 3.728611
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.071502 -1.058962 -1.005434 -1.092765 -0.033663 -0.297204 1.975175 5.673784 0.8015 0.6621 0.5219 4.184682 4.787668
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 158: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 34.023175 -1.703584 4.772656 1.596936 16.939893 0.277125 0.787931 34.023175 1.081847

Antenna 158: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 33.083776 -1.084705 3.122350 2.208989 21.720409 0.498467 4.229689 33.083776 0.922278

Antenna 158: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 21.382546 3.635407 -1.180731 21.382546 2.918424 11.027363 0.694844 13.564304 5.373574

Antenna 158: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 39.514424 2.865516 0.102255 23.880225 3.037842 9.890312 1.801039 6.138597 39.514424

Antenna 158: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Power 25.554390 12.837239 19.269933 23.321016 25.554390 10.406474 19.969278 5.613863 14.750072

Antenna 158: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 46.998393 14.898029 -1.541313 46.998393 0.663151 7.209141 0.690557 2.683841 5.522233

Antenna 158: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 30.231630 -0.844412 13.583646 -0.181077 30.231630 1.292101 14.352594 3.701382 2.026216

Antenna 158: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 28.245858 -1.123806 15.692071 0.362884 28.245858 0.665060 21.675448 7.685976 0.655518

Antenna 158: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 39.981753 -1.050679 17.240560 -1.011788 39.981753 1.839949 10.205546 3.591626 1.341952

Antenna 158: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Shape 13.395034 13.395034 0.274224 7.229740 2.042297 0.842803 1.091081 5.093554 3.795202

Antenna 158: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Variability 64.525695 -1.216998 17.134018 -0.045480 19.210039 0.161615 64.525695 2.287578 0.275924

Antenna 158: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Shape 10.174597 10.174597 -0.219232 8.883615 -0.153595 -0.113587 1.109312 0.166027 0.998578

Antenna 158: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Shape 14.235214 14.235214 3.466433 4.385865 0.146907 0.616644 9.410038 2.337859 2.817681

Antenna 158: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 1512.064191 116.175208 209.869168 55.975966 70.030588 461.030416 808.371503 1025.792991 1512.064191

Antenna 158: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Discontinuties 3489.822934 60.093639 38.920323 178.850093 218.129723 246.537503 604.332331 2271.668827 3489.822934

Antenna 158: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 22.543939 -1.717846 16.077705 -0.757500 22.543939 -0.769759 20.180605 3.752007 1.183280

Antenna 158: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 2.457294 -0.612687 2.401479 1.214887 2.457294 -0.667250 -0.756874 1.793226 -0.679504

Antenna 158: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Shape 6.258856 0.000174 6.258856 1.785169 3.425840 4.182493 2.405573 2.845499 2.563861

Antenna 158: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Shape 30.312127 30.312127 -2.592428 25.241887 -1.088267 14.115732 -0.590575 1.146264 1.502837

Antenna 158: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Power 2.642126 -0.417639 0.811128 -0.200722 2.642126 1.296934 2.072915 0.237254 1.484424

Antenna 158: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Variability 40.020267 30.615356 -1.793404 35.940618 -0.914344 40.020267 0.022291 3.143552 3.456910

Antenna 158: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 29.238714 -2.432715 28.549416 -0.138600 29.238714 1.153705 29.175813 5.399819 3.723308

Antenna 158: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Variability 36.799579 -1.532532 25.376154 -0.268180 31.512272 0.857900 36.799579 2.006051 7.956672

Antenna 158: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 35.553667 22.465660 -1.548885 35.553667 0.243342 24.833922 0.018842 -0.009547 1.325577

Antenna 158: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Variability 49.124525 -1.322335 23.785336 -0.208916 39.854839 1.583303 49.124525 12.463379 5.002922

Antenna 158: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 31.795661 -1.354802 26.181370 -1.032208 31.795661 -0.783046 27.653164 -0.119075 -0.022249

Antenna 158: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 1.434749 1.196741 -1.134691 -0.713084 -0.902117 0.488017 -1.226252 -0.242312 1.434749

Antenna 158: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 1.335237 -0.601732 -0.097482 -0.869630 -0.848384 -0.435006 -0.102488 1.335237 -0.478248

Antenna 158: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Discontinuties 0.468424 -0.314439 -1.224648 -0.426085 -0.383167 0.205642 0.349690 0.468424 -0.172805

Antenna 158: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Discontinuties 0.538367 -1.647046 -0.979455 -0.199508 -0.434266 0.378223 -0.570925 -0.480650 0.538367

Antenna 158: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 3.782598 -0.305533 -1.789833 0.376223 0.274849 3.128392 -0.189623 1.893605 3.782598

Antenna 158: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Temporal Discontinuties -0.067426 -0.568605 -1.270455 -0.631800 -0.385514 -1.061469 -0.571774 -0.067426 -0.205373

Antenna 158: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 6.847053 -1.620182 -0.415495 -1.167039 -0.994670 -0.649756 -0.220554 6.847053 0.917902

Antenna 158: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 5.673784 -1.058962 0.071502 -1.092765 -1.005434 -0.297204 -0.033663 5.673784 1.975175

Antenna 158: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 158: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: